Information Technology Reference
In-Depth Information
Table 11.4
(continued)
Data set
k
NN
AKNN
hw-
k
NN
NHBNN
hFNN
HIKNN
Lighting2
79.5
±
8.2
76.5
±
8.6
78.1
±
8.2
74.4
±
8.9
80.0
±
7.6
83.9
±
7.2
ⓦ
±
±
±
±
±
76.3
±
7.8
ⓦ
Lighting7
69.2
9.1
65.9
9.1
70.0
9.5
74.3
9.0
71.5
8.7
MALLAT
98.5
±
0.5
98.4
±
0.5
98.5
±
0.5
98.4
±
0.5
98.5
±
0.4
98.8
±
0.4
MedicalImages
79.2
±
2.7
73.6
±
3.1
•
78.9
±
2.9
69.2
±
2.5
•
79.2
±
2.8
81.3
±
2.6
ⓦ
±
±
±
±
±
95.4
±
1.2
ⓦ
MoteStrain
94.0
1.4
94.3
1.3
94.7
1.4
94.3
1.4
94.7
1.3
OliveOil
76.2
±
13.7
73.4
±
12.5
78.9
±
13.0
87.9
±
9.9
ⓦ
78.6
±
12.6
87.1
±
10.7
ⓦ
OSULeaf
67.0
±
5.0
60.1
±
5.4
•
66.0
±
5.1
64.1
±
5.1
66.1
±
4.5
72.5
±
4.9
ⓦ
Plane
99.7
±
0.7
98.9
±
1.6
99.4
±
1.0
99.5
±
0.9
99.7
±
0.7
99.7
±
0.7
Sony
d
96.7
±
1.5
98.9
±
1.0
ⓦ
97.8
±
1.2
ⓦ
97.4
±
1.3
ⓦ
97.7
±
1.3
ⓦ
97.5
±
1.3
ⓦ
SonyII
e
95.8
±
1.4
94.8
±
1.6
96.0
±
1.4
95.8
±
1.4
96.3
±
1.3
96.5
±
1.2
SwedishLeaf
82.8
±
2.1
82.6
±
2.6
84.8
±
2.3
ⓦ
85.8
±
2.2
ⓦ
85.4
±
2.3
ⓦ
86.0
±
2.2
ⓦ
Symbols
97.4
±
1.0
97.1
±
1.1
97.6
±
0.9
97.6
±
0.9
98.0
±
0.8
ⓦ
98.2
±
0.8
ⓦ
Synthetic-control
99.0
±
0.7
97.2
±
1.4
•
99.5
±
0.6
99.2
±
0.7
99.2
±
0.7
99.0
±
0.7
Trace
98.9
±
1.6
98.4
±
2.0
98.4
±
2.1
98.7
±
1.8
99.7
±
0.7
99.9
±
0.4
TwoLeadECG
99.8
±
0.2
99.7
±
0.2
99.8
±
0.2
99.8
±
0.2
99.9
±
0.1
99.9
±
0.1
Two-Patterns
99.9
±
0.0
99.9
±
0.0
99.9
±
0.0
99.9
±
0.0
100.0
±
0.0
100.0
±
0.0
Average
82.5
79.4
81.9
82.2
82.9
84.9
All experiments were performed for
k
=
10. The symbols
•
/
ⓦ
denote statistically significant worse/better performance (
p
<
0
.
05) compared to
k
NN. The best
result in each line is in bold.
a
ChlorineConcentration
b
DiatomSizeReduction
c
ItalyPowerDemand
d
SonyAIBORobotSurface
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